Tian Ye

This work takes an RSI-inspired approach at the harness layer, scaling auto-research loops across increasingly numerous and diverse environments for harness rollouts, and yields reusable improvements that transfer beyond their development setting.

Mamba's long-range dependency modeling, previously underutilized in 3D medical imaging, now achieves state-of-the-art segmentation performance thanks to a novel tri-orientated spatial block.